Time Series Compressibility and Privacy

Summary: Explores the trade-off between time-series compressibility and privacy, formalizing perturbations that mimic original data to avoid detection and preserve structure. Real-data experiments and streaming-ready schemes illustrate practical trade-offs and on-the-fly data hiding with a tunable leakage-utility balance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9599
Venue: VLDB
Year: 2007
Pagerank: 6.7714995e-05
Overall Rank: 3,783 | 73.69%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
715	Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption	2010	SIGMOD	0.00017725693
7,418	Uncertain Time-Series Similarity: Return to the Basics	2012	VLDB	4.7354852e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074232718
147	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041235556
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
344	Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries	2001	VLDB	0.00026702512
568	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019949368
785	StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time	2002	VLDB	0.00016664156
1,400	Wavelet Synopses with Error Guarantees	2002	SIGMOD	0.00012191684
1,633	Injecting Utility into Anonymized Datasets	2006	SIGMOD	0.00011060784
1,735	On k-Anonymity and the Curse of Dimensionality	2005	VLDB	0.00010723402
2,682	Personalized Privacy Preservation	2006	SIGMOD	8.3202837e-05
4,659	One-Pass Wavelet Synopses for Maximum-Error Metrics	2005	VLDB	6.0160083e-05
4,899	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8439867e-05
5,481	Adaptive, Hands-Off Stream Mining	2003	VLDB	5.4843702e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,162	Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty	2026	SIGMOD	4.1945683e-05
10,354	Private Synthetic Data Generation in Bounded Memory	2025	PODS	4.1945683e-05
147	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041235556
1,930	Marginal Release Under Local Differential Privacy	2018	SIGMOD	0.00010040732
955	Privacy Preserving OLAP	2005	SIGMOD	0.00015075131
4,794	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9161511e-05
8,373	Hierarchical Residual Encoding for Multiresolution Time Series Compression	2023	SIGMOD	4.5329467e-05
2,082	Differentially Private Event Sequences over Infinite Streams	2014	VLDB	9.5834599e-05
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
7,418	Uncertain Time-Series Similarity: Return to the Basics	2012	VLDB	4.7354852e-05